Node Classification on WikiCS (test)
80.7Average AccuracyGAMLP
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| GAMLPstandard diffusion operators=true, label inputs=false, variant=GAMLP-R2026.05 | 80.7 | — | — | — | — | — | — | — | |
| GAMLP+robust diffusion operators=true, HRP=true, label inputs=false, variant=GAMLP-R2026.05 | 80.6 | — | — | — | — | — | — | — | |
| GARNN+robust diffusion operators=true, HRP=true2026.05 | 79.7 | — | — | — | — | — | — | — | |
| HOGA+robust diffusion operators=true, HRP=true2026.05 | 79.5 | — | — | — | — | — | — | — | |
| TabPFN-GN2025.12 | 79.4 | — | — | — | — | — | — | — | |
| SIGN+robust diffusion operators=true, HRP=true2026.05 | 79.4 | — | — | — | — | — | — | — | |
| SIGNstandard diffusion operators=true2026.05 | 79.2 | — | — | — | — | — | — | — | |
| O-GNN2026.05 | 79 | — | — | — | — | — | — | — | |
| APPNP2026.05 | 78.9 | — | — | — | — | — | — | — | |
| HOGAstandard diffusion operators=true2026.05 | 78.9 | — | — | — | — | — | — | — | |
| GARNNstandard diffusion operators=true2026.05 | 78.9 | — | — | — | — | — | — | — | |
| GCNII2026.05 | 78.7 | — | — | — | — | — | — | — | |
| GraphGPS2025.12 | 78.66 | — | — | — | — | — | — | — | |
| GGCN2026.05 | 78.4 | — | — | — | — | — | — | — | |
| GPRGNN2026.05 | 78.1 | — | — | — | — | — | — | — | |
| PPRGo2026.05 | 77.9 | — | — | — | — | — | — | — | |
| GCN2026.05 | 77.5 | — | — | — | — | — | — | — | |
| GCN2025.12 | 77.47 | — | — | — | — | — | — | — | |
| GAT2025.12 | 76.91 | — | — | — | — | — | — | — | |
| GAT2026.05 | 76.9 | — | — | — | — | — | — | — | |
| GraphAny2025.12 | 74.95 | — | — | — | — | — | — | — | |
| SAGE2026.05 | 74.8 | — | — | — | — | — | — | — | |
| GraphSAGE2025.12 | 74.77 | — | — | — | — | — | — | — | |
| TabPFN2025.12 | 72.08 | — | — | — | — | — | — | — | |
| tGNN2026.05 | 71.5 | — | — | — | — | — | — | — | |
| SSL4RL-3BTask=Attribute2025.10 | 57.62 | — | — | — | — | — | — | — | |
| SSL4RL-3BTask=Link2025.10 | 55.93 | — | — | — | — | — | — | — | |
| SSL4RL-3BTask=Neighbor2025.10 | 50.84 | — | — | — | — | — | — | — | |
| Qwen2.5-3BCategory=Base model2025.10 | 30.5 | — | — | — | — | — | — | — | |
| STEM-GNN2026.02 | 0.8283 | 0.8557 | 0.7902 | 0.839 | — | — | — | — | |
| TFEGNN2026.02 | 0.8232 | 0.8391 | 0.8084 | 0.8221 | — | — | — | — | |
| GFT2026.02 | 0.821 | 0.8541 | 0.7846 | 0.8244 | — | — | — | — | |
| CaNet2026.02 | 0.8136 | 0.8313 | 0.7986 | 0.8109 | — | — | — | — | |
| MARIO2026.02 | 0.8058 | 0.8325 | 0.7728 | 0.8121 | — | — | — | — | |
| GraphMETRO2026.02 | 0.7908 | 0.8177 | 0.7694 | 0.7853 | — | — | — | — | |
| BaseMerging Partner=Cora-LP2026.06 | — | — | — | — | — | — | — | 79.32 | |
| BaseMerging Partner=Pubmed-LP2026.06 | — | — | — | — | — | — | — | 79.32 | |
| GCN2025.11 | — | — | — | — | — | — | — | 77.47 | |
| GIN2025.11 | — | — | — | — | — | — | — | 75.86 | |
| GNNEXPLAINERBase GNN=GCN2025.08 | — | — | — | — | 99 | 1,930.89 | — | — | |
| GNNMERGEMerging Partner=Cora-LP2026.06 | — | — | — | — | — | — | — | 78.88 | |
| GNNMERGEMerging Partner=Pubmed-LP2026.06 | — | — | — | — | — | — | — | 78.91 | |
| GraphSAGE2025.11 | — | — | — | — | — | — | — | 74.77 | |
| GSPELLBase GNN=GCN2025.08 | — | — | — | — | 86.5 | 12.8 | — | — | |
| GSPELL+Base GNN=GCN, objective=InfoNCE2025.08 | — | — | — | — | 86.3 | 12.44 | — | — | |
| LLMBase GNN=GCN, frozen LLM=Llama-3.1-8B-Instruct2025.08 | — | — | — | — | 91.4 | 21.14 | — | — | |
| NODEBase GNN=GCN2025.08 | — | — | — | — | 72.3 | 1 | — | — | |
| PERMUTEMerging Partner=Cora-LP2026.06 | — | — | — | — | — | — | — | 74.79 | |
| PERMUTEMerging Partner=Pubmed-LP2026.06 | — | — | — | — | — | — | — | 71.3 | |
| PGEXPLAINERBase GNN=GCN2025.08 | — | — | — | — | 90.6 | 295.89 | — | — | |
| Qwen2.5-VL-3BCategory=Base model2025.10 | — | — | — | — | — | — | 30.5 | — | |
| RandomMerging Partner=Cora-LP2026.06 | — | — | — | — | — | — | — | 13.99 | |
| RandomMerging Partner=Pubmed-LP2026.06 | — | — | — | — | — | — | — | 22.87 | |
| RANDOMBase GNN=GCN2025.08 | — | — | — | — | 93.3 | 994.76 | — | — | |
| SINC-GCN2025.11 | — | — | — | — | — | — | — | 78.17 | |
| SIR-GCN2025.11 | — | — | — | — | — | — | — | 78.06 | |
| SSL4RL-3BPretext Task=Attribute2025.10 | — | — | — | — | — | — | 57.62 | — | |
| SSL4RL-3BPretext Task=Neighbor2025.10 | — | — | — | — | — | — | 50.84 | — | |
| SSL4RL-3BPretext Task=Link2025.10 | — | — | — | — | — | — | 55.93 | — | |
| SURGERYMerging Partner=Cora-LP2026.06 | — | — | — | — | — | — | — | 77.02 | |
| SURGERYMerging Partner=Pubmed-LP2026.06 | — | — | — | — | — | — | — | 76.93 | |
| TAGEXPLAINERBase GNN=GCN2025.08 | — | — | — | — | 76.4 | 1.51 | — | — | |
| WAVG.Merging Partner=Cora-LP2026.06 | — | — | — | — | — | — | — | 75.18 | |
| WAVG.Merging Partner=Pubmed-LP2026.06 | — | — | — | — | — | — | — | 69.46 | |
| ZIPIT!Merging Partner=Cora-LP2026.06 | — | — | — | — | — | — | — | 75.88 | |
| ZIPIT!Merging Partner=Pubmed-LP2026.06 | — | — | — | — | — | — | — | 73.35 |